{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基本绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from pylab import mpl#显示中文\n",
    "mpl.rcParams[\"font.sans-serif\"]=[\"SimHei\"]#显示中文"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "#绘制图像\n",
    "plt.plot([1,2,3,4,5,6,7],[10,15,13,18,16,20,30])\n",
    "#显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=range(60)#x是一个0-59的列表\n",
    "y_=[random.uniform(15,18) for i in x]#生成一个列表，与x一样长的列表\n",
    "y_beijing=[random.uniform(1,3) for i in x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.plot(x,y_)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "plt.plot(x,y_shanghai)\n",
    "\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "#使用字符串模板 \"11点{}分\"，其中 {} 是一个占位符。使用 .format(i) 方法将当前的 i 值插入到占位符 {} 的位置。\n",
    "y_ticks=range(40)\n",
    "\n",
    "plt.xticks(x[::5],x_ticks_label[::5])#每隔5个\n",
    "#x[::5]：指定 x 轴上哪些位置需要显示刻度标签（每隔 5 个单位显示一次）。x_ticks_label[::5]：指定每个刻度位置对应的显示文本（每隔 5 个单位的标签）。\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "plt.plot(x,y_)\n",
    "\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "#使用字符串模板 \"11点{}分\"，其中 {} 是一个占位符。使用 .format(i) 方法将当前的 i 值插入到占位符 {} 的位置。\n",
    "y_ticks=range(40)\n",
    "\n",
    "plt.xticks(x[::5],x_ticks_label[::5])#每隔5个\n",
    "#x[::5]：指定 x 轴上哪些位置需要显示刻度标签（每隔 5 个单位显示一次）。x_ticks_label[::5]：指定每个刻度位置对应的显示文本（每隔 5 个单位的标签）。\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "plt.grid(True,linestyle=\"--\",alpha=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "plt.plot(x,y_)\n",
    "\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "#使用字符串模板 \"11点{}分\"，其中 {} 是一个占位符。使用 .format(i) 方法将当前的 i 值插入到占位符 {} 的位置。\n",
    "y_ticks=range(40)\n",
    "\n",
    "plt.xticks(x[::5],x_ticks_label[::5])#每隔5个\n",
    "#x[::5]：指定 x 轴上哪些位置需要显示刻度标签（每隔 5 个单位显示一次）。x_ticks_label[::5]：指定每个刻度位置对应的显示文本（每隔 5 个单位的标签）。\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "plt.grid(True,linestyle=\"--\",alpha=0.5)\n",
    "\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午温度变化\",fontsize=20)\n",
    "\n",
    "plt.savefig(\"./picture/test.png\")#一定要在show之前保存，因为show之后，这个图像就被释放了\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SbPUm+epLstWb5KsvyVboxKkTxt+NUuoCGcN3CSGEEEIIIYQQQgghhBBC5CmZvUcIIYQQQgghhBBCCCGEECITaTwpAAzDwNPTE8MwnF0U4QCSr74kW71JvvqSbPUl2epN8tWXZKs3yVdfkq3eJF99SbZCJ4ZOk/cYhuEHmM1mM35+fs4ujhBCCCGEEEIIIYQQQgghnCg2NhZ/f38Af6VUbFbXk54nBYBSipiYGHRqKBN/k3z1JdnqTfLVl2SrL8lWb5KvviRbvUm++pJs9Sb56kuyFTqRxpMCwGq1cunSJaxWq7OLIhxA8tWXZKs3yVdfkq2+JFu9Sb76kmz1JvnqS7LVm+SrL8lW6EQaT4QQQgghhBBCCCGEEEIIITKRxhMhhBBCCCGEEEIIIYQQQohMpPGkADAMA19fXwzDcHZRhANIvvqSbPUm+epLstWXZKs3yVdfkq3eJF99SbZ6k3z1JdkKnRg6Td5jGIYfYDabzfj5+Tm7OEIIIYQQQgghhBBCCCGEcKLY2Fj8/f0B/JVSsVldT3qeFABWq5WrV6/KRE2aknz1JdnqTfLVl2SrL8lWb5KvviRbvUm++pJs9Sb56kuyFTqRxpMCQCnF1atX0amXkfib5KsvyVZvkq++JFt9SbZ6k3z1JdnqTfLVl2SrN8lXX5Kt0Ik0ngghhBBCCCGEEEIIIYQQQmQijSdCCCGEEEIIIYQQQgghhBCZSONJAWAYBv7+/hiG4eyiCAeQfPUl2epN8tWXZKsvyVZvkq++JFu9Sb76kmz1JvnqS7IVOjF0Gn/OMAw/wGw2m/Hz83N2cYQQQgghhBBCCCGEEEII4USxsbH4+/sD+CulYrO6nvQ8KQCsViuRkZFYrVZnF0U4gOSrL8lWb5KvviRbfUm2epN89SXZ6k3y1ZdkqzfJV1+SrdCJNJ4UAEopzGYzOvUyEn+TfPUl2epN8tWXZKsvyVZvkq++JFu9Sb76kmz1JvnqS7IVOpHGEyGEEEIIIYQQQgghhBBCiEyk8UQIIYQQQgghhBBCCCGEECITaTwpAAzDoESJEhiG4eyiCAeQfPUl2epN8tWXZKsvyVZvkq++JFu9Sb76kmz1JvnqS7IVOjF0Gn/OMAw/wGw2m/Hz83N2cYQQQgghhBBCCCGEEEII4USxsbH4+/sD+CulYrO6nvQ8KQCsVivnz5/HarU6uyjCASRffUm2epN89SXZ6kuy1Zvkqy/JVm+Sr74kW71JvvqSbIVOpPGkAFBKkZCQgE69jMTfJF99SbZ6k3z1JdnqS7LVm+SrL8lWb5KvviRbvUm++pJshU6k8UQIIYQQQgghhBBCCCGEECKTLDeeGIbR+safboZhPHqX95gMw9hjGEYhexVQCCGEEEIIIYQQQgghhBAiL2Wn58lPmdb5/OZCwzDcMr2nJFBNKZVoh7IJOzGZTJQuXRqTSToa6Ujy1ZdkqzfJV1+Srb4kW71JvvqSbPUm+epLstWb5KsvyVboJDv/ixMNw3gAeATwNgyjtWEYtYDfDMNoceM95YD9di6jyCXDMAgICMAwDGcXRTiA5KsvyVZvkq++JFt9SbZ6k3z1JdnqTfLVl2SrN8lXX5Kt0El2Gk8sQDPgv0AZ4DPgGaA8MMswjFE3Xt9k70KK3LFarZw6dQqr1ersoggHkHz1JdnqTfLVl2SrL8lWb5KvviRbvUm++pJs9Sb56kuyFTrJTuOJUkotUko1BU4AfQADSAGaA8OBN4Fldi+lyBWlFKmpqSilnF0U4QCSr77yc7ZKKT7a/BHvbniXVEuqs4vjkvJzvuLeJFt9SbZ6k3z1JdnqTfLVl2SrN8lXX5Kt0In7/d5gGEYzYBZQItNideMn4xelog3D+J2MxpOD9i6kEEKI/GXNqTW8se4NALZFbGNp36X4ePg4uVTCnpLTk0mzpKFQKKVQKKzKavv7zT99PXzx9fQFIM2SxuWEy5gME0FFgmzbioyLJDk9+Zb1ShQqQYB3gLOqJ4QQQgghhBBCiALuvo0nwHVgOvCiYRhBwINAYaDpjdcNwzDeBzoAc4BuwDwHlFUIkce2R2zn5dUvM6D2AJ5p8oyziyPyCaUUb//xtu33MkXK4O3u7cQSCXubuGkib65/M0vv/U+b//CvVv8CIOxKGA2mNSCocBAXX75oe0+vxb3Yen7rLesV8ijEwl4L6Vyts/0KLoQQQgjhIqzKysYzG2kT3MbZRRFCCCHEXdx32C6l1HGl1GQy5jypD3wEBAHPAxFAEcCPjInkvwZ6OaqwImdMJhPlypXDZMrOKG0iv3BUvsuOLePR7x9l6/mtPLfyOVaHr7br9sX95ddjd8WJFey4sAMfdx/WD17Pt52/lYni7iC/5rvrwi7+/ce/s/z+zF21TYYJd5M77qZbn93wdvfGx90HXw9fCnsWppBHIRLTEhkUOogzMWfsVfQ8k1+zFfcn2epN8tWXZKu3/JivxWph+LLhPDrnUabvme7s4ris/JityDrJV1+SrdCJkdXx5wzDOKWUqmQYhjuwVylV98bycKVU5Rt/N4CTN3/Pa4Zh+AFms9mMn5+fM4og8qHopGgUimI+xZxdFJfxze5veGbFM1iVlVK+pYhKiKJEoRL8NfovyvqVdXbxhAtTShEyPYS9kXt5tcWrTGo3yfaaxWph7G9jGRMyhoZBDZ1YSuf78+yfTNoyiZENR/Lkg086uzhZlpyeTMNpDTly9Qh9a/VldrfZABgYGIZx1z+zK9WSSuvZrdkesZ2QMiFsHroZL3cvO9dGCCGEECLvpVnSGBQ6iIVhC3Ez3JjTfQ4D6gzgdPRpEtISqB1Y29lFFEIIIbQTGxuLv78/gL9SKjar6+WkCdAAMj+CPv7mX1RGS0y0YRiBOdiucBCLxcLx48exWCzOLorLsFgtrDixgp6LehL4aSCBnwQyKHQQhy4fcnbRss2e+SqleGvdW4z9bSxWZWVEgxGcHH+S+qXrczXxKv1/6k+6Nd0OpRZZkR+P3V+O/cLeyL34evjyaotXb3nt4y0fM33vdDrO60h8aryTSuhcqZZU3lj7Bo/MfoTfTvxGvyX9OHgp/0wVlmpJpWFQQ0oXLs1Xj3+Ft7s33u7eeLl74enmiYebB+4md9xMbpgMU457HHm6ebKw10KK+RRj98XdvLL6FTvXxLHy47ErssbR2R6/dpz3NrzH4rDFXIq/5JB9iLuTY1dfkq3e8lO+Kekp9F7cm4VhC/EwebCo9yIG1BnAnot7aDy9MZ3nd+ZywmVnF9Nl5KdsRfZJvvqSbIVOstN44msYxiFgL9DWMIxthmH8CnQ1DOPfhmG0MwzDC+irlJJPexdjtVqdXQSXcCbmDG//8TYVp1TkiflP8PORn0m3pmNRFuYdmMf4lePvvxEXZK98063p7Lq4C4D3HnmPb7t8S2HPwizqtYginkXYdG4T7/zxjl32JbImPx27VmXlnQ0Z/z/GNx1PSd+St7z+bJNnaVepHdM6T6OwZ2FnFNGpjl49SvOZzfloy0coFGWKlCHZksxToU+RnJ7s7OJliZ+XH/N6zGP/mP0UL1Tcoft6wP8B5nafC8CXu75k4aGFDt2fveWnY1dkjyOzLV24NGfNZ+mzpA/f//W9bfm1xGtsPLORhNQEh+1bZJBjV1+Srd7yQ76JaYl0XdCVX479gpebF0v7LaVHjR4ABBcNpqhPUUoUKkGaJc3JJXUt+SFbkXOSr74kW6GLrEwYf1NX4OYYXwbgDfiSMf9JFeC/N/78GJh0pw0I4Qwp6SksPbqUmftmsvbUWtSN/8bFfIoxqO4ghjcYToolhY+3fMzIhiNt611JuMLui7vpWKVjgZmvwcPNgyV9lrA6fDW9av49fVHV4lWZ0XUGfZf05cPNH/JwhYfpWKWjE0sqXNFPh3/iQNQBingW4ZUWt/cU8PPyY9VTq245nq4lXnP4TXhnU0rx9e6veWX1KySlJ1HMpxjTu0ynaZmm1P26LgcuH+D1Na8zpdMUZxf1rtIsabib3G3ZBfrmTQfTx6s+zhst32Di5omM+HUEDYIaUK14tTzZtxDO4Oflx4iGIwi7EkaL8i1sy9ecWkP/n/rjZrhRO7A2zco1o2nZpjQr14zqJapjMmQ8aSGEcGVxKXF0+bELG89upJBHIZb1W0bbSm1trxfzKcaaQWso5VsKHw8fJ5ZUCCGEEJllufFEKbXjfu8xDKMeUCpXJRLCTmJTYnnnj3eYe2Au15Ku2Za3q9SO4Q2G0+3BbreMob+49+Jb1p+yYwofbPqAwfUG832379FVZFwk8w/O56XmL2EYBn5efrc0nNzUp1YfNp7ZyP92/4/BoYM59fypAtl7QNyZxWrh3Y3vAvBisxfvOodQ5oaTc+ZzNJ/ZnIF1BvLRYx9pefMvKj6KYcuGseLECiDj/DO722zKFCmDxWLhwyYfMmbTGKbunEqfWn146IGHnFziO3tp1Uucjz3PtM7TKFU4bz/m32/zPlvPb2Xj2Y30WtSLPaP24OHmkadlEMLRzpnPUd6vPIZh0KJ8C3aMuPWyOyktiXJ+5YiIjWB/1H72R+1n2p5pAPh7+dOkbBNbY0rTck0pUaiEM6oh7kIpxdwDc3my+pP4e/s7uzhCiDwWkxxDpx86sT1iO35efqwYsOKO13wVAyre8vvp6NMEFw3Oo1IKIYQQ4k6y0/PkjgzDaAykATf7Y80H5BubCzGZTAQHB2My6Xdj8p+symq7AVvIoxALwxZyLeka5fzKMbT+UIbWH5rlC1BPN098PXx5svrfkzknpiViMkx4u3s7pPw5kZt8E9MSeWjWQ5yOOY2Hmwfjm9572LL/6/B/nLh+gheavSANJ3kgPx27C8MWcvjKYQK8A3ix+YtZWmdN+Bouxl3kk62fcCn+EjO7ztTupviSw0tYcWIFXm5eTGo3iWebPGs7R5lMJoY8NIST6ScpVbgUzcs3d3Jp7ywiNoJv935LqiWVcY3H0b5w+zzdv7vJnR97/kjr2a35V6t/5Yv/I/np2BXZ44hsryVeo+mMptQvXZ+53efeseFjaIOhDG0wlIjYCHZE7GDHhR1sj9jO7ou7MaeYWXNqDWtOrbG9v3LRynR/sDuftP/EbuUsCByRrznZzKjlo1gUtoheNXuxqNciDMNAKVVgeja7Ajkv682V872aeJX2c9uz79I+inoXZfWg1YSUCbnnOkop3t3wLh9u/pBVT63i0eBH86i0rseVsxW5J/nqS7IVOslS44lhGN/eYXGsUuoVYAuwJ9NyOTJckLt7rtvJXNrVxKu8vuZ1tpzfQti4MNxMbrib3Pm0/acU9S5K+8rtcTO5ZWubb7d+m2ebPIu/199PCE7dMZXPt3/Oi81eZEzIGJd5ejCn+RbyKMSzTZ7lm93f0Lla5/u+39vdm9WDVudoXyJn8sOxa1VW3tv4HgAvN3+ZAO+ALK03vOFw3E3uDF82nLkH5nI54TJL+izRqmFubOOxHLt2jFGNRlE7sPZtr7u7uzOp3SSXvoFWzq8cO0fsZFX4KtpXztuGk5uCigRx+JnDuJtc/3i4KT8cuyJn7JmtUoqxv43lUvwlzsacxdfD957vL+dXjnI1y9GzZk8gY0i9Q5cP2RpTtkds59i1Y4RHh3Mh7oJtPauy0mFeB2qXrM27j7zrMtcvrsie+e6+uJu+S/pyKvoU7iZ3mpRpAmT01uy5qCcdKndgTMgYl/4M0Imcl/XmivlGxkXSbm47wq6EEegbyJpBa6hbqm6W1j0Vc4p0azq9F/dm54idVC5W2cGldV2umK2wH8lXX5Kt0IWhlLr/mwzDAowG/g94jowGkklKqUDDMK4opUpmeu8ppVQlRxX4PuX0A8xmsxk/Pz9nFMElWSwWTpw4QdWqVXFzy14DgitLt6bbbqSlpKdQ9rOyXEu6xppBa3is0mN2359SiqYzmtomVPfz8uOZxs/wfNPn83wYm8xykm+qJRVPN0/b7/Gp8Tm6YX0m5gznzOdoVaFVttcV95efjt3tEdv5v23/x6yusyjiVSRb6648sZJei3uRmJZISJkQfhvwW57NqWFvuy7s4t2N77Kw18L7HlN3yjchNYHN5zbToUqHvChuvhUZF0lsSizVS1R3dlHuKD8duyJ77J3tjwd/ZMDPA3A3ubN9+HYalWmU621GJ0Wz88JOArwDaFquKQBHrhyh5v9q4uPug3mCOV/04HIGe+WrlGLKjim8tuY10qxpVPCvwIJeC2hWrhkACw4toP9P/fFx9+HIM0eoEFDBXlUQdyHnZb25Yr4JqQk0mNaAE9dPUKZIGdYNXseDJR7M8vrJ6cm0nt2anRd2UrNkTbYN34afV8G7x+GK2Qr7kXz1JdkKVxQbG4u/vz+Av1IqNqvrZaeXyFwgVSk1Ryk1O9PyooZhHL/xcwIomo1tCpEtVmVldfhq+izuQ92v62JVGaPFebl78UWnL9g0dBNtg9veZys5YxgGW4ZtYfaTs6lRogaxKbFM3DyRCp9XYNxv4zgdfdoh+7W3qTum0mR6E8zJZtuynDSc/HXpLxpMa0D3hd05bz5vzyK6vHRrOmvC1zDq11F0nNeR0COhZKUhWmfNyjVjce/F2W44AehUtRPrB6+nuE9xdl/czUOzHuJU9CkHlNKx0q3p9F3SlxUnVvD+xvezvf61xGuETA+h84+d2XVhlwNKmD0bzmxgz8U9939jHtt9cTcNpjXgyQVPEpcS5+ziOMV583mik6KdXQyRSxdiLzBuxTgA/t3q33ZpOAEo6lOUDlU62BpOIKP31rzu8/jg0Q+k4cTBriVeo9vCbry46kXSrGl0f7A7+0bvszWcAPSt1ZdJj01iepfp0nAihKZ8PX0Z0XAEFfwr8OeQP7PVcAIZPf5D+4YSVDiIw1cO89TPT9m++wohhBAi72Sn8eRudwbNwGNAuxs/5ru8T4gcO2c+x3sb3iN4SjAd5nVg8eHFHLl6hJ0Xdtre079Of1o+0NKhQx94uHnwdP2nOTTuEEv7LqVp2aakWFL4evfXVP2iKgN/HsjBqIMO239uWJWVV1e/yvO/P8/+qP3MPTA3V9urUaIGlYtWpkqxKqi7nh70kWZJY3X4akYuG0npT0vTfl57pu+dzqrwVfRY1IP289pz5MoRZxczz6Vb0+2ynablmrJ1+FYqBlTk5PWTtJjZgn2R++yy7bzibnJnZteZ9KvdjzdavpHt9Yv5FKN2YG1KFipJcnqyA0qYddFJ0Qz8eSBNZzTl95O/O7Us/1TBvwLuJnc83Ty5nnTd2cXJE0op9l/az7sb3qXeN/V44PMHqPFVjXzZyCgyKKUYvmw4MckxNC7TOEfnjOwI8A5gYN2Bt8xJtT1iO4lpiQ7db0Gz5dwW6k+rz7Jjy/B08+TLTl/yU5+fKOpz67NlhmHw6kOvMrDuQNuynRd2svHMxrwushDCgV576DUOjD2Q4yG3yhQpw9J+S/Fy8+LX47/y7/X/tnMJhRDC/pRSzDswj7URa51dFCHsIjsD0N3tjrQ3MCTTe1xnJm2R7ymleG7lc/xv1/9sN+gDvAN4qs5TDG84nPql6zulXCbDxJMPPknX6l3ZeHYjEzdPZHX4auYfnM/8g/N5ouoTTGg5gZYPtHRK+f4pJT2FIb8MYcGhBQB8+OiHPNP4mVxt08vdi+UDllPMp9gtQ4DpJM2SxvrT61l8eDGhR0NvuVFbolAJejzYA39vf6bumMraU2t5KvQpdo/cXWDGLk+1pFL/m/p0qtKJdx55J9dDCVQrXo2tw7bS6YdO7I/aT+vZrQntG0rbSo7pTZZbSinm7J+DyTAxqN4gANoEt6FNcJscbc8wDKZ3mU66Nf2OE0bnpfG/j+di3EWqF69O6wqtnVqWfyrpW5I1g9ZQIaAChTwKObs4DmOxWtgWsY3QI6GEHg3ldMytvRujEqJ4/IfH2Tp8K8V8ijmplCKnpu2ZxqrwVXi7ezOn+5w87w3yxY4veGHVCwxvMJxvu9xpakORHVZl5ePNH/PvP/6NRVmoWqwqwL9jdAAAIABJREFUC3stpEFQgyytHxUfRY+FPbgUf4nPOnzGc02eKzDXEkLo5EDUAd5a/xY/9PjBdl2c2+vjJmWbMKPrDAaFDuLDzR9SO7A2/ev0t0dxhRDCYZYeW8rSY0uxFrYyvtl4ZxdHiFzJzpwnPkCEUirwxrLLN+Y8iQXG8HfjyiSlVFlHFfg+5ZQ5T+5AKYXVasVkMuW7L2KfbPmE19a+BkCbim0Y0XAE3R/sjo+Hj5NLdru9kXv5eMvHLA5bbGvo6VOrDwt7LXTofu+Xb0xyDD0W9uCPM3/gbnJnVtdZthu99nYt8RrFCxV3yLbzWnxqPMFTgrmaeNW2LNA3kB4P9qBXzV60rtjaNufOqehTvLTqJV5s9iKtK2bcaE6zpOFmcsNkZKeD361c/dhdcngJvRf3pnTh0pwaf8pux6U52Uy3hd3YcGYDHiYP5nSfQ7/a/eyybXu5nnSd0ctHs+TwEnw9fDk07hAVAypmaxtZyTclPQUvdy87lDjrQo+E0mNRD0yGia3Dtt4y9I+rSk5PxtvddZ7dyO2xu/ncZnot6kVUQpRtmbe7N+0rt6f7g90JKRPC4z88zvnY87Su0JpVT63K8/8nBZU9zssnr5+k3jf1SExLZErHKYxvmvdfKNefXs9jcx5DoVjUaxG9a/XO8zK4opzkGxUfxaDQQaw5tQaAgXUG8vUTX2drGMvEtERG/TqKHw7+AMBTdZ9iWudpWjcQ5zVXv6YSueMK+VqsFmr+rybHrx1nTKMxfN35a7tu//U1rzNp6yS83b3ZNHQTIWVC7Lp9V+UK2QrHkXz1dXNev01DNtGygms8VCyEo+c8MYAzQHHDMC4ahhH5j9fdATey15NF5KH0dPsMrZOX1oSvYcK6CQB82elL1j+9ngF1BrhkwwlAw6CGLOy1kGPPHmNkw5F4unnStOzfNx2jk6LZcGaD3YY5yuxu+UbERvDwdw/zx5k/KOJZhBUDVjik4STdms6EtROo/mV1zpnP2X37jpZqSWXliZV8uvVT27LCnoV5sMSDBPoGMjZkLOsHr+fiSxf5uvPXtK3U1tZwAlCpaCWW9ltqazgB+GTrJzSb0SzXc1e48rHbs0ZPfh/4O192+tKux6W/tz+/D/yd3jV7k2ZNo/9P/Vl6dKndtp9ba0+tpc7XdVhyeAnuJnfeevgtyvuVz9G27pXv3P1zqTS1Up4OzXQl4Qqjl48G4LUWr7l8w4lVWflw04fU/bouMckxzi7OLbJ67ManxrM4bDGrTq6yLatarCqXEy7j7+XPwDoDWdJ7CVdfvcov/X5hSP0h1A6szW8DfqOIZxE2nt3IMyty15NQZE9uzssWq4XBoYNJTEvk0eBHebbJs3YsWdY9Gvyobaiwkb+OzDfztuWF7Ob7wqoXWHNqDT7uPszqOou53edme/6vQh6FmNt9LpM7TMbNcGPegXm0nNWSMzFnsrUdcW+ufE0lcs/Z+bqZ3Pix5490rNKRiY9NtPv2P2z7IY9XfZzk9GS6LehGZNw/b8noy9nZCseSfPUwa98shv0yzDYXbN9afTk29hgPPfCQk0smRO5ltedJaSAVsJIx94kb4K6UumwYRiiQduM1gPZKKaeMHyE9T+7MYrFw4sQJqlatipubm7OLkyWnok8R8m0I0cnRDKs/jBldZ+S7JxEuxl3E38sfX09fAGb/NZuhvwyldYXWbBiywW77uVu+hy4fotMPnYiIjSCocBArBq5w2DBnqZZUWs5qya6Lu2hWrhkbh2zMV0N5hV8Pp8oXVXAz3Lj0yiXbkEmRcZEE+gbiZsrecZOSnkLwlGAi4yP5occPDKgzIEflyo/Hrj1ZlZUXfn+BHRd2sH7wetux5CzJ6cm8ue5NJm+fDGQMM/ZDjx9y/OTfvfK1KiutZ7dm87nNNCnbhM1DNzt8WB+lFH2W9GHJ4SXUDqzN7pG7Xb43gznZTP1p9TkTc4ZuD3bj5z4/u8RnRXaO3cnbJvPS6pd4pOIj/PH0H7bl2yO20zCo4T3PpavDV/P00qdZ0nuJfDHJI7k9L3+0+SPeWPcGfl5+HBx7kAf8H3BAKbMmzZJG69mt2RaxjaZlm7Jp6KYCP5l8TvK9FH+Jp35+iqmdplKzZM1cl2HDmQ30WdyHK4lXKO5TnAW9FvBYpcdyvd2CztHXVFcSrnA18So1Staw+7bF/Tnzmjk+NZ7CnoXzZF/mZDPNZjbj6NWjNC3blA1DNrhUz1tHKOjfh3Qn+eZ/SWlJPLviWWb9NQuA0L6hdHuw223Z7r+0nz2RexjWYJiTSywKMkf3PPEGpimlYpRSZiCZv3uZfAAMUEr1U0r1A2TmSRcUnRLNnsg9zi5GliSkJtBtQTeik6NpUrYJXz3xlUvcDMuuMkXK3HKzNy4ljuI+xXmk4iO2ZfGp8Tz+w+N8ufNLzsactdu+/zj9By1ntSQiNoIaJWqwbfg2h84P4+nmycJeCwnwDmB7xHbeXPemw/aVGynpKSw/vpwhS4cw9JehtuWVi1Xm8aqPMyZkDCnpKbblQUWCst1wAhnzwewdvZf/tvkv/Wv/PSZx2OUwUi2puauEC0hKSyI6Kdrh+zEZJqZ0nHJLw4lSyiG9t+7nYNRBmkxvYms4GRsylr2j9jpsyASTYeKHHj8Q4B3Azgs7eWfDOw7ZT2YLwxbaetPM6TbH5RtOIKOX0uLei/F082Tp0aW2fFzRefN5pu6YSpvv2zBn/xzb8u41ulO5aGWalW1G5gdampVrdt9G6PaV2xM+PlwaTvKJ/Zf28/YfbwPwRacvnNpwAuDh5sH8nvPx9/Jnx4UdtrKJe4uIjWDK9im230sXLs3awWvt0nAC8EjFR9g9ajeNghpxLekaHeZ14NOtn5KVB96Ec8zZP4dyk8tR8381eeH3F0hOT3Z2kUQeWXFiBcFTgtl2flue7M/f259l/ZYR4B3Ajgs7GLN8TJ7sV4jcslgtXEm4QtjlMP44/QcLDy3kix1fcPzacdt7ridd58+zf96yTLi2U9GnaDGrBbP+moXJMPHBox/QtXrX29533nyeR+c8yvBlw5m+Z7oTSpozh68c5vPtn98ylLsomO7b88QwDA9gKzBFKTXPMIyKwK/ASjIaTn4DqgLLgSXAWqVUmgPLfK+ySs+TO7hgvkDrWa25lnqNjUM2UrdUXWcX6a6UUvT7qR+LwhZRyrcUe0btoayfU6bQcYh0azrJ6cm2p5N+PvIzPRf1tL1er1Q9ulTrQtfqXWlUplGW5sv4Z4v+gkMLeHrp0xm9QR5oyS/9fsmzyYSXHl1K94XdAfil3y93/ODMaynpKawOX83iw4tZdmwZ5hQzAF5uXlx+9XKuJ3HMqtiUWKp9UY2iPkWZ0nEK7Su3v+86rvokzuRtk3lv43tMbDuRsY3H5um+/7PxP2yN2Mri3ovz5Ck/q7IyZfsUJqybQKollZKFSjLryVl0rtY519vOSr4355UxMFg7eC2PBj+a6/3eSWRcJLX+V4vo5Gjebf0u7zzi+MYae/rfrv/xzIpncDe5s3HIRlqUb+HU8tzMNr1oOr8c+4XQo6G3PMDQpVoXlvVfZvtdKWWXhwQORB0gJjmGVhVa5Xpb4s5yc17uOK8jq8JXuVQvKbj1PLPqqVW0q9zO2UVymvvlG5McQ7UvqnEl8QoLey2kT60+DitLUloS41aMY/Zfs4GM4S9mdp3p9F6Y+ZU9r6msykpsSiwB3gEAHL16lBpf/d3jpF6pevzY80fphZKHnHHN/PORn+m3pB9p1jQG1R3EnO5z7r+SnawJX0P3hd35+omvHTaXpatw1e9DBZ1SilRLqu1hK6UU0/dO53LC5dt+riRm9MyzKutt25nddTZNfZpStWpVfg//nc4/dqZRUCN2j9pte8/D3z2MOdlMMZ9id/wp6l30tmWFPQu7zHWWrn499iuDlw4mJjmGEoVK8GPPH2/pKZv52DWZTLy06iU+3/E5ADO7znTJHihWZSUpLcl2rTV+5Xi+2PkFfWv1ZUGvBU4unbCHnPY8ycocJV7AjzcaTgoD64HFSqnXb7ze8sawXk8DXwPxhmHUU0pZslcF4Sh+Xn74e/oTHhtOh3kd2Dx0M5WLVXZ2se4qJCiEZceWsaTPEq0aTgDcTe633PBtXKYxn7T7hGXHlrHl/Bb2R+1nf9R+/rvpvwQVDqJLtS50qd6FtsFt7zmnhMmU0cgy78A8BoVmXED3rNGTeT3m5WlX7m4PduOFpi/w+Y7PeXrp0+wbvS/bk2jbS0JqApO2TGLKjim2BhPI6BHUs0ZPetfsnWdd7AGOXDmCVVk5evUoHeZ14MnqT/JZh8+oVLTSPde7ma2rSEhN4KMtH2FOMef50GwRsRF8tOUjEtMSWX58ucMnkb8Qe4Ehvwxh7am1AHSu1pkZXWZQqnApu+3jfvn2qtmLEQ1GMGPfDAaFDmL/mP22YeXsRSnFqOWjiE6OpmFQQ9582DV7jt3L2JCxbDq3iQWHFtB3SV/2jd5n93+nrIpPjefzbZ8za88sTsf9PY+EgUHLB1rS/cHudHuw2y3r2OPL3Z6Le3jk+0dwM9zYNnyb3LRzoJyel+f3nM8ba9/gP4/+x6W+0Peq2YvRjUYzbc8023nGnuc5e1JKoVBZergkp+6Vb4B3ACMbjuT38N9pGNTQYWUA8PHImEOlcZnGPP/78ywMW8jhK4cJ7Rvq0tfxrswe11TrTq1j7G9jCSkTwvye8wF4sMSDHHnmCKeiTzFk6RD2R+2n0beN+Lzj54xsONKljned5eU18/yD8xkcOhiLstgaNvNSu8rtOP38aUr6lszT/TqLq30f0p1Sikvxlzh4+SBhl8OIjI/kqbpP2R7CXRy2mMFLB9OqQitWPZUxZ59hGLy+9vV7zkFoYFC8UHFKFipJoG8ggb6BBBUJwmTNyNdkmKhWvBrBRYNvWS/schjRydkb9WByh8m80OyFW+ok52L7SLem8/YfbzNxc8bcTs3KNWNx78WU8yt323tvHruGYfBZh8+wKitTd05lxLIRuBluPF3/6Twt+73EpcQxKHQQKZYUlvdfjpvJjZAyITQKasTQ+n+PWnL82nHm7J/D0PpD5XqsAMnSnCe3rGAY5ZRSEXd5zR2oopQ6ao/CZZf0PLm7mOQYWs9uzYGoAwQHBLN52GbKFCnj7GLdVWRcJEFFgpxdjDx1LfEaK06sYNnxZfx+8nfiU+Ntr/m4+9C+cnu6Vu/KE1WfuOtNjUvxl2g+szldq3Xlsw6f5WjIqdxKtaTy8HcPs/PCTpqUbcKmoZvy9Ca7UoofD/3Ia2te40LcBQDKFimb0WBSqzctyrdw6E2Xe4lJjuG9De/xxc4vsCgLXm5evPbQa0xoOYFCHoWcUqbsmrRlEq+vfZ1KRStx9JmjeT4+/o6IHaw/vZ43Hs6Y6Pic+RyHrxwmOT05Sz9J6UkU9ijMV098Zdvm0F+GsjdyL1M6TrENq/fDgR8YvHQwVmXFx92HyR0mM6rRKKdcdCekJhAyPYSjV4/StXpXlvZdatdyfLfvO4YtG4anmyd7R+2lVmAtu207L8WlxBEyPYTj147ToXIHVgxckafHepoljZn7ZvLuhneJSogCwMPkwWOVHqP7g93pWr2rQ29IJ6cn03ZOW7zcvPipz08U9SnqsH0J/SSlJdF4emPCroQ55fjJitPRp+n0QyfOmc9Rr3Q9GpZuSMOgjJ9agbUcdq1xOjqjEfTmzZx0azoWqyVPhzbcfG4zvRb1IiohKmO4nhE7qFa8Wp7tv6DLfNNtX+Q+Gn7bkJKFSnL6+dO39QSKjIvk6aVPs+bUGgB61OjB9C7T86wXuHC8GXtnMOrXUSgUQ+oPYUaXGU75zpVZVHwUcalxVClWxanlEPlPfGo8YZfDOHj5IAejDnLg8gEORh3kWtK1W943+8nZthvdK0+s5PH5j1O/dH32jd5ne8/Y5WNJt6bbGkb++VO8UHHcTVl5fvtWey7u4XrS9dt+opOjb1t2LekaqZZUvu/2PYPrDQZg45mNvLX+Lb58/EuHDmVeEETFR9H/p/78cSZjnsbnmjzHp+0/zfI1mFKK51Y+x1e7vsLA4Ptu37tE77nT0afpuqArhy4fwsvNi01DN9G4bGPb65mvA15f8zqTtk4CoHWF1gxrMIxeNXvlm/s5BV1Oe55ku/HElUnjyZ0ppUhISCBOxfHwdw8THh1O7cDabByy0WUu5M+bzxPgHUARryLOLopLSElPYcOZDSw7toxfj//K+djztteeqPoEywcst/1usVpISkzC19cXwzC4nnSdot5FnfpkxZmYMzSY1oCY5BhebPYin3X4LE/2u+vCLp7//Xm2RWSMO1wxoCKftPuEHjV6uNRNoMNXDjN+5XjWnV4HQHm/8nza/lN61+x9S243j92b2TpbXEocwVOCuZZ07ZYLUmeaumMqz//+fLbWKeVbikuvXLL93uq7Vmw6t4nFvRfTq2YvABYeWki/n/rRuExj5nafS/US1e1abshevn9d+oumM5qSaknlq8e/YlzjcXYpw3nzeWp/XZvYlFg+avsRr7d8/f4rubCDUQdpMqMJyenJ/LfNf3mr1VsO36dSitCjobyx7g3bGM2Vilbi1Sav0q9ePwJ8Ahxehpuik6Lx9fTN815hBUl2z8vxqfGsOLHitvO7Kwq7HEbI9BCS05P5pN0nvNLiFWcXySbschjt5rYjMj7yjq97mDyoHVjb1pjSsUrH+/bsvJN/5rvk8BJGLBtB1eJV2TJsi1OPrQuxF+i5qCelCpcitG+oS13X5Ac5uabaHrGdz7d/ToB3AN90/sa2fMnhJXSs0vGuPZitysrkbZN5Y90bpFnTKOdXjnnd59G6Ymu71EXcLq+umTNfd44NGcuXj3/p9GMx7HIYnX7ohI+HDztG7LANJ6cLV/s+pIMPN33Irou7OBh1kPDo8Du+x2SYqFqsKnVK1eEBvwfoU6sPTcs1BTIe7LqSeIVA38Bc3zC2d75KKZLSkzAZJtsIHC1mtmBbxDbGNBrD152/zvU+Cqot57bQZ0kfLsZdxNfDlxldZ9xzJIi7ZauUYtxv4/hmzzeYDBNzus1hYN2BeVGFO9p4ZiM9F/XkWtI1ggoHEdo31PZ//U5+O/4bX+76klUnV6HIuJ9exLMI/Wv3Z1iDYTQp20TOVS5MGk+QxpO7yTzW4LnYc7T8riUX4y7SrFwz1g5a6/SxkxNSE2g+szkWZeHX/r/m6MuuzpRS7I/az7Jjy1h2bBmjG41mZKORAJyNOUvFKRWZ2GQir7Z/1aXGgV12bBlPLngSgNC+obcNU2NvH23+iDfWZfRG8PXw5c2H3+Sl5i/l6bBl2XHzhutLq17irPkskDFJ7NSOU6lTqg7gemP8fvDnB/zrj39RrXg1wsaF5ejJIXtbHLaYj7Z8hLe79+0/bndY5u6Nv7c/oxqNsm1je8R24lLiqFe6HoG+gUDGeSkmOYYyRco47OInu/lO2T6FF1a9gLe7N7tG7qJ2YO1cl2HegXkMWTqExmUbs3noZqc/OWkPN3vSmAwTawetpU1wG4fu72riVYKnBBOfGk+JQiV4u9XbjGgwgrOnzjr92F1+fDmdqnTSItesup50nbn759KpaieHPJmf3eN2zPIxTNszjeeaPMfUTlPtXh57+3bPt4xePhp3kztbhm2hSdkmzi4S+yL38djcx7iedJ3agbWZ0WUGp2NOszdyr+3nn8N5ZH5C9ujVo6w8sZIW5Vvc88sw/J1v+eDyvLr2Vb7enXGTpXm55iztt9T2GeEsKekppFpSbQ8bJaUlkW5Nl4ePsiCrx266NZ2fj/zM5O2T2R6xHciYJ+/SK5eyfVN6z8U99P+pPyeun8DA4K2H3+Lt1m/nea/dgiAvrpk/3vwxE9ZNAODl5i/zSbtPXOIG2eWEy4R8G4KPhw8rB67U7ru0o7O9mngVc7KZSkUruUSe9nQq+hTvb3yfVEuqbZhBgIbTGrLv0t89RkoXLk2dwDrUCaxD3VJ1qVOqDjVK1LjnsOH2khfHbkRsBO9ueJdJ7SbZHh6OSY7Bz8vP6Y2f+YFSiik7pvDqmldJt6bzYIkH+bnPz/cdIvhe2VqVlTHLxzB973RMhol53efRv05/R1bjjqbtnsazK58l3ZpOSJkQlvZdmuWpA86bz/P9/u+ZtW8Wp2P+Hqq5VslaDGswjKfqPuX060ZxO2k8QRpP7uafJ62wy2G0mt2K60nXaV+5Pcv6LcvToQf+6fCVwzw25zEUit0jd2s3z4m9Ze4y+OXOL3lu5XMU8ypG+PhwAgq51pNGL696mc+2f0aAdwB7R+29bfxSe9p2fhsPzXqIQfUGMbHtRJceli6zpLQkJm2ZxEdbPiI5PRmTYWJcyDjeb/M+fp5+LtN4EpMcQ/CUYGKSY5jfY75TLm50k90vC0opOv/YmRUnVlCrZC12jdxlly81uy7sIsA7gKrFq+Z6W65i2C/D+O6v7yjlW4p9o/fZfRjIszFnqRBQwfb7p1s/xZxs5tWHXsXPy88lGj5vdinPy95/znb4ymG6/tiV8OhwfNx9WNR7EZ2rdbbrPrKTrVKKiZsn8t7G91g5cCWPBj9q17I4glKKvkv6Eno0lGmdp7nEZJ6XEy7z8HcPU9S7KCsGrrit17RSirPms+yL3JfRmHJpL5+2+9T2pf7mk+JdqnVhWf9ltnU+3/45tQNr0yCogW2OJIvFwuo9q3lj7xvsj9oPwISHJvB+m/dd7oa3UorBSwezN3IvoX1DZRiv+7jfsRuTHMP0PdP5YucXth7fnm6eDKgzgBeavkC90vVytN/41HjGrxzPd399B2SMDb+kt37zOjqbIz93lVK8u+Fd3v/zfQD+3erfvPfIey51o/3IlSMEFQnSrtcJODbbfZH7aDunLdHJ0RT1LkqTsk1oWrYpTco2oUnZJi4/p0xCagKHrxzm4OWDHIg6wMHLB+larSvPN8voHXUm5gzBU4LxMHmQ8GaC7XNs1r5ZxKXEUadURoOJM+vpjGtmpRQd5nUgPjWerx7/igZBDfJkv/nV1cSr1PyqJlcSr9C3Vl+md5mepYc27petVVkZ9esoZu6bickw8WPPH+lTq48jqnCbNEsaL656ka92ZQzl3b92f2Z2nZmj79ZWZeXPs38yc99MlhxeQnJ6MpAx33GXal0Y3mA4Hap0cIkHT4U0ngDSeHI3dzpp7YjYQds5bUlIS6B3zd782PNHpz6ZejHuIpFxkTQq08hpZciP4lPj2XB6A95x3rRp0MbpN9j/Kc2SRqvZrdgesZ3GZRqzedhmuwx5oZRi6dGlRMRG8FzT52zLw6+H59tJu87GnOXl1S/z05GfAKhRogb7R+8n/GS4SzSevLvhXd7b+B41S9bkwJgDBepJdkfJyZeFywmXqft1XaISohgXMu6WuVvE3xLTEmk2oxkHLx+kdYXWrB281i4XrEopnlnxDNP2TGP1U6tpW6ntHd/nCo0nCw4toP9PGY2cX3b6kmeaPOOUcuSV347/Rv+f+hOXGoe3uze+Hr4cHHvQ7g1nOck2v83jFpMcw8nrJwkpE+LsothciL2Av7f/XYdJupdlx5Yx+6/ZtKnYxnbNEBEbQfnJ5W3vecD/ARqUbkBwQDDf7vmWxPREShYqydzuc+lQpYPd6mFPkXGRhEwPISo+irWD19rm7BJ3drdj9+T1k0zZPoXv/vqOhLQEAEoWKsnYkLGMbTyW0oVL22X/Cw8tZPTy0ZQoVIJ9o/dJbyE7c8Tn7oXYC3y+/XMWHV7EOfM5ACa2nciElhPssn1HupJwxeVv/GeVo66pwi6H8cj3j3A18epd31MxoCJNyjbhzZZv5rgB1R6S05M5dvUYhy4fIuxKGIcuH+LQ5UO3PO1+U++avVnUexGQcd36waYPqFmyJp2rdXbJYV2dcc188vpJ6n9Tn4S0BEyGibEhY/lPm//IfIH3sO7UOsKuhPFck+ey3HCclWytysqIZSP47q/vcDPcWNBrgW0YbUe5lniNPkv6sP70egwMPnj0Aya0nGCXBnFzspkFhxYw669Z7Lyw07Z8x4gdLtGbW0jjCSCNJ3djtVo5c+YMFStWxGT6u1vimvA1PDH/CdKsaYxsOJJpnafl6RM0yenJLjukUn5yt3xdxdmYszSY1oCk9CTWD15P8/LNc73NDWc20Ob7Nni5eXH02aNUDKiY+4K6iHWn1jH+9/G80PQFhjcY7hLZXk+6TvCUYGJTYlnUaxG9a/V2Wll0ktNjd3X4ajrMy7iZt3/MfuqWqpu9/Sorz654lnGNx9ll6C9XdezqMUKmh2TMITVkAy3Kt7DLdsevHM8XO79gwkMTmPjYxDu+x1XOyxM3TeTN9W9iMkz80u8Xu/fCcAVKKT7Z+gkT1k5AoWhVoRWLey8mNiX2lolz90bupWFQw1zvL6vZplnSXK6nQk5l7vGaV+YdmEdKegrDGw53yPbDr4fz5vo32Re5jxPXT9z2epuKbZjXY57L92K9FH8pYzL5GzcarMqKUkoecLiDzMeuYRhsOLOBydsns/z4ctuY5bUDa/NisxcZUGeAQ76jnIk5gznZbLsJq5QiMS3R6UMo68Aen7tKKRLSEmyNtDeHRwYo7FmYjx/72G5zzjmKUoovd37JhHUTWDtorV2+dzmbI66pTlw7QavZrbgUf4mQMiGsHLiSszFn2XlhJzsu7GDnhZ0cuXrE9v49o/bYriGWHl3KyhMr6V6jOx2rdLRLeW5Kt6bjZrjZPnM/3vwx3/31HSevn8SiLHdcp5RvKVsPkjqBdWhctnG+ur531jVzRGwEr6x+hYVhC4GMRvOPH/uYp+s/LUN5AfMPzqeQR6FcDb2e1WwtVgvDlg1jzv45uJvcWTtorcPmCMvcS72wZ2F+6PEDXat3dci+Dl0+xKx9s9h3aR/rB6+3HdefbfuMYj7F6FWzV44eChK5I40nSOOWIgHkAAAgAElEQVRJTiw5vIS+S/piVdZ73giyt5PXT/LI7Ef4tP2n95xkSuhh7am1tgu7nLJYLbabATeHL2pQugETWk7Q7kMnzZKGyTDZ6rvzwk5MhslpTwG/te4tPtz8IXVL1WXf6H1yQekC/vvnf6kdWDtHF7Rf7PiC8b+Pp7hPcc6+cFbrmza/HP2F0oVL33eeg7tJSU/hm93f0Lpia+qXrg9kPM15/NpxHnrgIXsW1SGUUoz8dSQz983E18OXP4f+aZcGBFeRnJ7MqF9HMffAXABGNxrN1E5Tb3uy8ucjP9NzUc88e1BkwaEFfLDpA+Z2n2v7f5Nf7b+0n+HLhjO3+9z7jm1tL1vPb+WhWQ9hMkxsHbY1x8dvVpmTzeyP2s/eyL0cjDpI/dL1Gdd4XL5sgDhy5QjNZzanpG9JKgZUpKJ/xYw/M/0EFQkq8J/jI5eNZMa+Gbbfn6j6BC80e4G2wW3ztKHwix1fMHXnVH7s+aNL9fQqiDac2cDY38ZSuWhllg9Yblv+1rq3aFSmEZ2qdMqT+R9ySylFz0U9CT0aSinfUuwetZtyfuWcXSyXkpSWRI2vanDWfJa6peryx9N/3DYcJGR8Nuy+uJudF3bycouXbdcWN88fb7R8gw/bfghkPGg2cdNEmpbLGPKrvF/5e55LrMpKdFI0xQsVBzK+54ZMD+HwlcOcef6Mrbfqm+veZOLmjPszAd4B1AmsQ62StagdWJvagbWpFVjLNuykyJn1p9fz7IpnbY1lzcs1L/BDeS09upTuC7tTxLMIB8YeyJMHVS1WC0N+GcLVxKuE9g11yAMMy48vZ8BPA4hLjSM4IJhl/ZfleUNjQmoCpf+vNPGp8WwcspFWFVrl6f6FNJ4A0nhyN0opzGYz/v7+d/wQn7F3BiN/HUmVYlXYM2oPfl6O/beLT42n2YxmhF0Jo3m55mwauilffkF1FffLN79Ls6Tx1a6v+GrXV+wYscN2ceuMJ2HzmlKK/ef2035RexLSElgzaI3dnp7PqisJVwieEkxCWgKhfUNz9fSJuJWzjt3IuEhGLR9F56qdGR0yOs/2m59YlZUFhxbwr/X/4nTMadpVasfqQauzvL4rnZfTLGk8Mf8J1pxaQ1DhIHaM2EF5//L3X9HFRcZF0m1hN3Ze2Imb4caUjlMY13jcHf+9P9z0If9a/y9ee+g1Pnrso1zt937ZXoy7SO3/1SY6OZq3W73Ne23ey9X+nK3z/M78duI3Hq/6OL8N+C1P9qmUYtSvoyjkUYjJHSfn6Y1+Vzp2s8uqrDSf2fyWYSLuxNPNkwr+FWyNKbUDazO+6Xjb67peX2XONvRoKINCB/F0vad5vunzVC9RPc/Lk2pJ/X/27js8qjLvw/j3TAotZKRIEUWQpoAi2LAhWCgqiAXBRRdFF3vf1VVxda3r6ruuZa1Y1kKxIIoKIsJSRFFAiqCQUAOEEgIzJEDKnOf9AxmCAoaQYZLf3J/r4rrIyczkebiZmcw8c85R2xfaKiM3Q892f3aXw9Bi3+3rfXdx7mIV+UU6su6RkrYvPLZ+obVqptbUmj+vUfWU6rEecszkFebplNdO0bx183Rcw+M0+arJlXo+sXhcfnvO23ri6yc0YcCEfT6h84SlEzRu8Tj1bNkz+kGasZlj1ePdHtHL1K9RP3relBMbnSjf+bsccmvB+gVqV7+dpl09LXqdVs+30qINizTu8nE6p9k5krb/v8wKZ6ltvbZqmNbQ/GNzvOZXGCnUs9Of1YP/e5BDeWn7a4ez3z5bnRp30oOdHyzze3X72jbiR1TsF8fkfMwFxQU66j9HaemmpercpLPe7/N+XBYewwVh/ee7/2jS8kka03+Myft0RcfiiVg82ZPSHGvwv7P/q+7Nu6t+Wv2YjsU5pz7v99GHP32oBmkNNHPQzAp/SISKriIcW39ffLvyW/3z639q2MXDfveJcUzGGN0x7g79nPOzJOmxMx/TPaffcyCGWSFEIhH9sOAH3Tv7XuVsydGkKycd8GNk3/XlXXpy2pPq0LCDZvxpBk/w5ai87rurwqs0eflkXXb0ZaW+zo7n/kTqOWfNHD057Um9fsHrez3m8/gl43X3+Ls1K3uWJKlhWkP9vfPfdU2Ha8r1GL8HUmhbSKe9cZp+XPejjq53tKYOnBrzD0rE0ozVM3TB8Au0evNq1apaS+/3eX+P55/Z4Zusb3TcIcdF26/NW6va1Wrv86G19tbWOadzh56rsZlj1aFhB3179beV/tBd2Zuzdc9X9+iprk/F9EWmc05FflG0j+98efIO+GNURbvv7qtiv1irN6/Wsk3LdvmzdNNSLdu0TFmhrN8c+qVDww6aOWhm9Ov2L7fXlqItGn7x8Ognb5dsXKK1eWvVvHbzSnceBd/5+uv4v6pFrRY6Pe10tWjRQvKkUEFot582P5A2bt2oV2e9qr+c8pfo/3Wri1exVpr77vJNy/Xe/Pc0Yv4IzcyeqUvbXKoRl4yIfv+jnz7SmU3PVLBq8EANO2aWblyqE149QRu2blC/tv009KKhlfb/Vawel8vz8Jo/ZP+gV2a+ou9Wf6e5a+eq2C/+3evUq1FPa+5cE+0yY/UM1a1eV42DjRNq78CK9Ly7KrxKf/7yzxr+43BJiXUor69XfK0TG50YvU+Ux/1jf9o65zR4wmCd2vhUndvi3P0axw5z1szRG7Pf0JPnPFmhfj/P3ZqrAaMG6P+6/p9a1mkZ7+GYV9bFk/0/eypMGHDsgF2+Xpu3NiYLKY9PfVwf/vShUgIp+vDSD1k4STBbi7bqwhEXak3eGv1j6j/0QOcHdnu5hTkLdce4O/R5xueStv/i8uiZj2pg+4EHcrgVQlpKmj7p+4nyivOiCycH6o3vYr9YoxeNliQ91PmhSvuiy7KV4ZVq91I7hbaF1LRWU3U8tOMeL7s4d7Ga1W4mKbEWTaTth3fq8W4PZedlq3nt5nqw84O/uczsNbN19/i7NW7x9j1MaqbW1N2n3q3bOt5W6Q9tFqwa1Gd/+EwnDTlJ89bNU5/3++jTyz6tUC8cSmvYvGEa+MlAbSveptYHt9Yn/T6J/r/em5LHfS+KFKnX8F5yzuntC98ut0+dvzLzFY3NHKsqSVX09oVvV8p/319rWLOh3uz9Zkx/RsSP6NpPr9X6Lev1QZ8PlJKUYv5NilhJDiSrcbCxGgcb7/ZQEMV+sVaFV+2ysFJyAcE5p59zfta24m27LLC+OftNPTz5YUnSNe2v0XPnPldpzls44scRenLak0oJpGjMuWPUQi2UFEiK+8KJJNWqVkt3nXpX9OvNBZvV9Z2uuu/0+0yeoyoeVoVX6f0F72vE/BH6duW30e1JXpIKI4W7LFZdeNSF8RpmuWtaq6k+vPRDnf322Rr+43AdU++YhPoA2q/lbs3VDZ/doKe7PR09JFZ5Pke3b9heL57/oqTtr3dnr5kdPX/KjNUzlJKUsv0wW78ccqvNwW3UrHazXX4f59B98dcovZGGXTxMgzoM0k1jbtKC9Qs08JOBenXWq5owYEKled7bF77z9cjkR/Tg/x7UrSfdqqe7Py2pfO8fZfHO3Hf02NTHVCWpijJuzijTXvOrN6/WzNUz1bNVT0lSuwbt9O/u/y7voe6327+4XZ8u+lSTl0/WOxe+Ex0vKhYWT/Abb/zwhm78/EZ93O/j6C6j5eHzjM81eMJgSdLz5z5/wA8/hPirllJNr/V6TW/PfVu3n3z7b76/adsmPTTpIT333XMq9ouVEkjRLSfdovs73W/iU2BllZKUorqpOz/x+4+p/9C8dfP0xgVvxGS31h2SA8mafe1sjfxpZLl94gPlq1HNRurarKsWbVi01zeC5q2dp+NfPV6XtrlUQ3oOien/m4qoanJVvXT+S3pl5iu6+cRdD42yfNNyDZ44WO/OfVdOTimBFF1//PUa3GlwpfuE9d40DjbWp5d9qk5vdtK4xeN0w2c36JWer1SqhTTnnEbMH6Ftxdt0fsvz9e5F75ZpD5qfc35WxoYMbdy2Ue1fbq//6/p/uu746/br3yIzN1N3jLtDkvT4WY+r9cGty3xbFdk7c9/RGYefUW6HfisoLtDlH12uDxZ8oIAX0NdZX6tzk87lctv4reRAsg4/6HAdftDhOkO7PxnrTzf+pGWblqlxsHF0W5WkKmocbKwVoRUa8sMQ/bDmB31w6QcH5Djo+6tf234at2SczmpylhpVaRTv4ezVk9Oe1Lcrv1XPYT1184k365/n/NPkm3Wxti5/nT5Y8IFGzB+hKcunyOmXDx3JU6fDO6lf2366+KiLTT3H784ZTc7Q8z2e13WfXaf7Jtyn9VvWa3CnwRVi4fBAG/jxQH288GOtyVujiQMmxvR3n2op1XTyYSfv8qENVC5dmnbR7Gtnbz+U16QH1aJOC5OPxRu2bNAVH12hMZljJElbirbId36F+ABLv7b99MmiT3RmkzPL9DtnVihLHV/rqJwtOZo4YGKFfu/xH2f9Q4tzF+vrrK/Va3gv/a3T3/RA5wcqRAfsxGG7EoDv+1q1apUaNWqkQGDvd0DnnPp+0FfvL3hfN51wk54797lyGUPGhgyd8OoJChWENKjDIL3c8+VyuV3sW9+KKuJHNGTWEA2eOFg5W3IkSee3PD/hd13cXdtlm5ap5XMtVeQX6YzDz9BHfT9KyGOxWlBe9928wjylJqXu8VBUhZFCdRzSUT+s+UG9WvXSqL6jKtUb5uWp5CdMc7fm6tHJj+r5759XYaRQ0vZf1B/p8kip9mTYm4r8uDx64Wj1HtFbvvP1+FmP66+n/TXeQ9onmws269VZr+rWk27dr/OlrQqv0pUfX6nxS8ZL2n7C6CG9hqhBWoO9Xm93bSN+RJ3e7KRpWdN0xuFnaMKACSZf8Dwy+RHdP/F+nd74dE0YMEHJgf37DFZ+Yb4ueu8ijVs8TqlJqRp28TBddNRF5TTasqnI992K4MvFX+qyDy/Thq0bVLtabQ29aKi6Ne8W72H9xvx189W0VtNdzvNQGdoWFBfonq/u0dPfbv/k79H1jtbwS4abXYwtT+FtYb009SWNWz1OE5dNlO/86PdOOewU9W3TV5e0viQhj3pw29jb9Mz0ZyRtP+n44NMH68YTb6w0bwaXx313ycYl6vdBP73Z+03uTxVMRX9sXr15tVICKdHF1mWblmnC0gm68tgrK+3ves45vTvvXd315V3KzstW1eSqevG8F3XlsVeW68/Z37a/PozlvhzW0ne+LnnvEi3csLDUe6nHU2GkUHd+caee//55Sdtfl7xz0Ts6qOpBcR6ZPZzzRCyelJeC4gK9NeetfTq++95sLtisjq911IL1C3TyoSdr4oCJCfepZ+yec05Xf3K1pmVN08INCyVJR9U9Sk93e7pCvhivKMYvGa+LRlykzYWbdVTdozSm/xgdftDh5fozpq+cruMOOW6/3xzDgbdhywbVqV4n+vUDEx/QQ5MfUu1qtTX/hvm/++ZwIthStEWt/9Nay0PLJUlnNj1TT5z9RMIcMuH5757XzWNuVpKXpIU3LazQLyiWbFyiN2e/qb93/nu5L/r5ztdz05/T3ePvVkGkQHWr19WQnkN0wZEX7NPtPDH1Cf31q7+qZmpNzb1+bqX4NH5ZZOZmqsPLHbS5cLMeOOOB3R7+rrQ2bduk84aep2lZ01Q9pbpG9R1Vrns7I3ZWhFbo4vcu1ozVM+TJ00NdHtK9p99bYd5E+mzRZ+r3YT91b95dIy4ZUWHGtS/GZo7VgFEDtC5/naomV9XT3Z7Wtcddm7AffCiN9fnr1fD/GkbP6XPCISeob5u+6tOmzy57USWqLzK/0F++/IvmrZsnSWpyUBM9duZj6tu2b6W8j5QF5xNCeeg9vLc+Xvixbj3p1gp5CKjf80P2D7p5zM36OutrSVKL2i30fp/31a5BuziPbO82bNmgXsN76eEuD+vMpmfu9jK/PuF8XmGefOdXqvM8/nf2f3XdZ9dpW/E2NavVTKP6jVLbem3jPSxTyrp4khjPlAnO933l5OTI9/3fv7CkKslV9Kfj/hT95aLYL9aavDVl+tnOOV358ZVasH6BGqY11IeXfsjCSTnb174VybWfXqs3Zr+hhRsW6qCqB+nZ7s9qznVzWDj5xZ7ann3E2Zo6cKoa1Wykn3J+UsfXOkZPbl0eVoRWqNObndTmhTbRPYFQ/sr7vlvsF+v+CffriGePUMaGDEnSzNUz9eiURyVJL5z7Agsnv7h/wv1aHlquY+ofozH9x2j8FePLdeGkoj8u33TiTbrntHv0Ud+PKvTCSV5hnk557RQ9PPlhPfdd+ewJW1LAC+jWjrdqxqAZale/nXK25Kj3iN665pNrlFeYt9vr/Lrt3LVzdf/E+yVJz3R/xuzCiSQ1r91cL53/kiTp4ckPa9KySWW6nbV5a9X5zc6aljVNB1U9SOOvGF9hFk4q+n23ImgcbKwpV03RoA6D5OR0/8T7dcHwC7Rp26a4jss5p2enP6tew3sprzBPG7du1NairdHvV6a23Zt319zr5qpbs27aVrxN1392vS567yJt2LIh3kOrUFaFV0X/XqdaHV3V9io92uVRZd6cqe/+9J3uPOVOFk5+0a15N/1w7Q96vdfrOqTmIVq2aZnunXCviiJF8R7a7yrLfbeguEAXjrhQoxeOjm5j4aRiqkyPzc45nd74dNWqWkt/6vCnXbZXdBu2bND1n16v4145Tl9nfa3qKdX12JmPad7182K2cFKebR+b8pimZU3T+UPP3+3vn+GCsHqP6K2rPr4q2iMtNa1SLZxI289F/fXAr3V48HAt3rhYJw05Se/Nfy/ew4JYPEkIzjnl5OSU6UF9W/E29Xm/j05/4/QyLaA8NuUxjfxppFKTUjWy78joCdpQfvanb7z1bdNXzWs3140n3KjMmzN180k3x/3kZBXJ3toeU/8YfXvNtzq63tFak7dGnd7opDEZY8rl5/6c87NqptbUITUPUd3qdX//CiiT8r7vevI0ZcUUhQvCuuzDy7S5YLMGjBqgiIvo0jaXqm/bvuXycyy46cSbNLb/WM0aNEvdm3cv9xfUleFx+bGzHqvwJyRMS03T4E6Ddfwhx+vioy6O2c9pW6+tpl8zXXedcpc8eXrth9d07EvH6pusb35z2ZJtC4oLdMVHV6jIL1KvVr3K/XAHFdEfjv6Drjz2SvnOV/+R/ff5zdzlm5br9DdO15y1c1S/Rn1NunJShToufGW471YEVZOr6uWeL+v1Xq+rSlIVfbroUx3/yvGas2ZOXMZT7Bfrps9v0q1jb5XvfP2pw580pv8Y1UitEb1MZWtbP62+Pu//uf7V9V9KCaRo1M+j1OaFNnr+u+dVUFwQ7+HF1Y7eRzx7RPT/nHNOd7a+U3efeneF/lBAPCUFknRV+6uUcXOGHunyiJ4656nohxqL/WItzFkY5xHu3r7ed4siRer3YT+N+nmUrvjoirgv7GLvKtNjs+d5uvOUO5V1e5ba1GsT3X79Z9fr+k+v17JNy+I3uD2I+BG98P0LavFcC7008yU5OV3W9jItvGmh7jn9nph+sLk82z521mPq0byHthZv1blDz9WU5VOi31ucu1gnv3ayPl30qUb+NFLz18/f758XTx0adtCMQTN09hFna0vRFvX9oK/+Mu4vKvaL4z20hMbiCfZq07ZNmrNmjjJzM9X9ne779MvHZ4s+i34a8z/n/kcdD+0Yq2GikjrriLOUcXOGnj/3+V0OM4TSOTT9UE25aorOPuJs5Rflq+ewnnp15qv7fbtdm3XV0luX6o0L3iiHUeJASQok6Z2L3lHtarU1M3um2r/cXvPXz1e9GvX0n3P/E+/hVShNazVVt+bd9uucGZYs3bhUvYb1qhB7mhVFirQyvDL69Y0n3KivB36tRumxPdFzleQqeuKcJzRxwEQ1DjbW4o2Lddobp+lvE/+2x0/m/n3S3zV37VzVrV5Xr5z/SsJ8qvW5Hs+pVZ1WWrV51S6f8Ps9P+f8rNPeOE0ZuRk6PHi4pg6cqmPqHxPj0SKWrmp/laZdPU1NDmqixRu3v3nx9py3D+gYwgVh9RzWUy/MeEGePD11zlN6+fyXTXwYJ+AFdPvJt2v6NdPVqk4rrc1fq5vH3KwWz7XQkFlDKsVeA7GQHEjWmrw1KowU6rOMz+I9nEqnekp13dfpPl3ceueHEl6b9ZravNBG9311XxxHtv8ifkR/HPVHjfp5lKokVdEHl37AOQNQ7kouzK8Kr9KQWUP00syX1PzZ5howaoB+zvk5jqPbaW3eWh33ynG68fMbtXHbRh1T/xhNunKShl48VIemHxrv4e2TKslVNLLvSHVr1k1biraox7s99PWKrzVh6QSdOORELVi/QIfUPERTrppi4jBXdavX1Zj+Y3T3qXdLkp765il1e6eb1uevj/PIEheLJ9irBmkNNO6Kcapfo77mrJ2j84eery1FW0p13ZnZM+XkdN1x1+maDtfEeKRAYgpWDeqzP3ymAe2272Ew6NNBGjxh8H5/wqNmlZqmDz9j1aHph+q1Xq9JkhZvXCxJeuX8V9iDCHvknFO/D/tp9KLRuvHzG+M6lpwtOer6Tled9dZZ2rh1o6Ttn/JLTUo9YGM4o8kZmnPdHPU/ur985+vhyQ9HT95c0ozVM/TE109I2n4fq59W/4CNMd7SUtM0/JLhSk1K1ehFo/X8d8//7nVmZc/S6W+crpXhlTqy7pGaOnCqmtdufgBGi1jr0LCDZvxphro3766txVv13oL3DtgniJdvWq5TXz9VYzPHqnpKdY3sO1J3nnKnuYXM9g3ba+71c/XieS/qkJqHKCucpT+N/pO+XPJlvId2wGRvzt7lTaPnejynL6/4Uveefm8cR2XHrOxZirhIpX4u852va0Zfo+E/DldKIEUfXvqhzj7i7HgPC8YdUvMQffXHr3TOEeco4iJ6a85bav2f1urzfh/9kP1DXMd2cI2DVS2lmmpVraXnezyvmYNmqtPhneI6pv1RNbmqPur7kc454hzlF+Wr2zvd1PXtrsrdmqsTG52o7//0vU5odEK8h1lukgPJ+sfZ/9D7fd5XjZQamrB0gv7y5V/iPayExQnjE4Dv+1q7dq3q16+vQKBs62Vz185Vpzc6KVQQUo/mPTSq36hSvZkxNnOszmx65gF94yPRlEdfVEz70tY5pwf/96AemvyQJOnyYy7Xa71e26f73uLcxZq3bp4uaHWBuTceKqJY3ndv/OxGvTDjBQ1oN0Bv9n6zXG8bv6+yPS4vWL9AN35+o9658J2Y7+GxJz+u+1G9hvXS0k1LlZaapjH9x+i0xqfFZSw7jPhxhJ6Z/ozG/3G8qqdUl7Szba26tfTIlEe0evNqvX7B63EdZ7w8N/053TL2FqUmperbq79V+4btd3u5qSum6ryh5ylcENZxDY/TmP5jdHCNgw/waEunst13K5KIH9Ez05/RwPYDD8gnvaevnK5ew3tpXf46NUxrqNGXjdZxhxy3x8tbabu1aKtemvGSvlr6lUZfNjr6+1pmbqaa1Wpm7vc33/kaMmuI7vryLvVo0UPDLh62+8sZ6RtPX6/4Wic0OiH62mFs5litCq/SlcdeGdc9dUvT1jmnGz+/US/OeFEBL6D3Lnlvlz1rUHFZuu9+v+p7PTrlUX288OPotnNbnKv7Tr9Ppxx2Ssx/fkFxgV6c8aKu6XCN0lLTJEkZGzJUq1qtuHyQLlZttxRtUc9hPTVh6QRJUv+j++vVnq+qWkq1cvsZFc38dfN1+xe3a+jFQ/lQ5H4q6wnjWTxBqX294mud8/Y52lq8VZe1vUzvXPSOAt6uD4K+81XsF7NYAsTJ6z+8rkGjByniIurWrJvG9B9T6hfSf/zoj3p77tu69aRb9e/u/47xSBFLvvM1LWuaOh7aUcmB5HgPB9irTxZ+ov4j+yuvME9H1DpCn/T7ZJdjSceTcy76GBrxI3rwfw/qphNvin46t+T3E41zTr1H9NYnCz9RyzotNXPQzOiL9ZJmZc9Sl/920bENjtXoy0ZXupN3omycc7pz3J3q2bKnujTtUq63/d789zRg1ABtK96mdvXb6dM/fFrpDkFSnsIFYTV9pqmaHNREH/f72My/xc85P2vQ6EGasmL7se2PP+R4TRwwcbePMyhfRZEitXmhjTJyM3R0vaP1z3P+qW7NulXI5zvnnP487s/617f/kidPb134li4/5vJ4DwsJbN7aeXp86uMaMX+EfLf9ZOmdm3TWfaffp7OanhWz+1H3d7rri8Vf6K+n/lWPn/14TH5GRbGlaIv+NvFvalG7hQYdN6hCPjbF2vAfh+uioy7ivdd9VNbFk8q9tItS8X1f2dnZ8n1/v27n1ManamTfkUoOJGvYj8N08+c3/2a3/EcnP6rOb3ZW9ubs/fpZKL3y6ouKpyxtB7YfqM/+8JlqptbUZW0vK/UvEj/n/Kx3570rSbrimCvKNF7sm1jedwNeQKc1Po2Fkzip7I/Lw38crstHXq4Xvn9BoxeO1uw1s5W7NbfcD8XjnNPjUx5X7+G9lVeYpy5Nuui7a76rMAsnknZ5DH3626f15LQn9fK0lxWJRH7z/UTjeZ5e7/W6GtVspEUbFunmMTfv9nIdGnbQpCsnaWz/sRV+4aSy33crkmE/DtPT3z6t7u921+rNq8vlNp1zemzKY+r7QV9tK96m81uer6kDp5ZqscBy21nZs1QYKVR+Yb4apDWI93D2W2GkUA9PeljtXmqnKSumqEZKDT3d7Wl9e/W3e1w4sdw3Hpycrjv+OtWqWkvz1s1Tj3d7qOs7XTV7zewDPpbfa/vA/x7Qv779lyTplZ6vsHBSyVi87x5d/2gNvXioFt60UNe0v0YpgRT9b9n/dM7b56jjax13Odl5ebrhhBvUIK2Bjq5/dExuf1/Fsm31lOp6qutTuvb4axPyd/HXZr2myz68TGe/dTYnkj9AWDxJAC+vB7AAACAASURBVM45hUKhcnnTo3vz7nr7wrflydMLM17Q3yb+Lfq93K25+vf0f+ubld8k1DF44608+6JiKWvbbs27KfOWTA04dkB0245PvezJ3yf9Xb7z1fvI3ns97AXKD/dduypz2ynLp+iyDy/Tu/Pe1Y2f36hew3up/cvtVeefdZT2eJqOfP5IdX27q67++Go9+L8H9foPr+vLxV9qw5YN+/RzthZtVf+R/XXvhHvl5HTD8Tfoi8u/UJ3qdWI0s/3XvXl3tarTSiN+HqFV4VXxHk6FUKd6Hb170bsKeAG9OftNvTt3+yL8kFlD9E3WN9HLHdvg2EpxOIXKfN+taHof2Vt/bPdHPXrmozqk5iHlcps5W3L07PRnJUm3nXSbRvUdVeq9ECy37dyks5bcskTDLh4W/dBEQXGB+o/sr29Xfhvn0e2baVnT1P7l9vrb//6mwkihejTvofk3zNdtHW/b66GjLPeNh9SkVN1x8h3KvCVTd3S8Q6lJqRq/ZLw6vNxBA0YNUFYo64CNZW9tH5/yuB6e/LAk6dnuz3Ke1UrI8n23ee3merXXq1p8y2LdcuItqpZcTd+t+k55hXn7fdt5hXm696t79crMV6LberbsqcybM/WHo/+w37dfHiy3jbcGaQ0UrBJU12Zd+bDkAcJhuxJAJBJRRkaGWrRooaSk8jle6UszXtL1n10vSfpX13/p9pNvl7T9eLsfLPhAfz3tr+Xyc/D7YtEXFUN5tV2bt1bd3ummf57zT3Vt1vU33/9x3Y865sVj5OQ0+9rZateg3f4MG6XEfdeuytzWOaeh84Zq+qrpygpnKSuUpRWhFVq/Zf1er/fhpR/qoqMukiSNXzJez0x/Rl2adNEdJ98RvUxWKEv10+prff569R7RWzNWz1ByIFnP9XhO1x1/XUznVV62Fm7VmJlj1OuEXkpO5sXKDg/+70E9991zevOCN7W1eKv6ftBXB1U9SHOvm6vDgofFe3ilVpnvuxXRjteZOz4VumjDIhX7xWp9cOsy3+b0ldM1K3uWrj/h+n26XqK13XFOIkk6r8V5erjLw3s8L1FFEC4I657x9+jFGS/Kyeng6gfrme7PqF/bfqX6VHGi9T3Qlm5cqnsn3KvhPw6XtP3Ezbd3vF13n3q3glWDMf3Ze2r7zLfP6LYvbpMkPXH2E7rr1LtiOg7ERiLdd9flr9PQeUN160m3Rh/XXprxklICKbqi3RWlOvySc07Dfxyuv3z5F63avEq1qtbSkluXHJBzje2rRGobDyvDK3VIzUOip1IIbQspvUp6Qu6Jsy/KetguXvWhTK47/jpt2LJBgycO1h3j7lDtarU14NgBal67OQsnQAXz2JTHNGftHN0y5hb9eMOPv/l0woP/e1BOTpe0voSFEyDBeZ6n/sf0V/9j+u+yfVvxNq0Mr4wupuxYWMkKb/+66UFNo5edu3auPl30qWqk1Ihui/gRNX2mqXznKyUpRYWRQtWpVkcfXPqBOjfpfKCmt99Sk1LVulZrXpj8yuBOgzXouEE6pOYhyi/M18mHnqzOTTqbOfcCyqbk/WRzwWb1Ht5bK0Ir9PoFr+vSNpeW6jYWbVikpRuXqlvzbpKkkw49SScdelJMxmtJr1a9NGftHL05+019lvGZPsv4TJe0vkQPdX5IRx18VLyHt4tRP4/STZ/fpFWbt+/Rd9WxV+mprk+pdrXacR4Zdmhaq6mGXTxMd3S8Q3/+8s+avHyyHp/6uF6d9aoeOOMBXXvctUpJSjlg45m0bFJ04eSBMx5g4QSVQr0a9XRbx9uiX28u2Kx7v7pXG7dtVK1qtaIfQtqTuWvn6uYxN2vy8smSpKYHNdXT3Z5WsEpsFzBRMZX8HXtL0RZ1erOT2jdorxfPe7FS7O1d2bDnSQLwfV+5ubmqXbu2AoHyO1JbyZOzDT59sB7q8hBvJsRBrPoi/sqrbUFxge744g7d2vFWtazTcpfvzV4zW+1fbi9PnuZdP69CnWvAOu67diV62wXrF2jqiqlqHGys7s27S9q+B9zh/z5cBZECSVLbem31cb+PdUStI+I51H2W6G1La1vxNlVNrhrvYewz+sZOzpYcXfr+pZq4bKIk6Y6Od+iJc57Y6+Emflr/k059/VQVRAo05aop6tCwQ5l/fqK2XbRhkf4+6e8aNm+YnJwCXkD9j+6vB854QM1qN4vr2LYWbdXlH12ukT+NlLT9EDcvn/+yzmx65j7fVqL2jQfnnEYvGq27vrxLCzcslCQdln6Yxl0xTkfWPVKSVOwXl9uhZHbX1jmn28bepirJVfTE2U/wHkQllsj33S1FW/Ti9y/q04xPNf6K8dFDE3636jsdWffI6Hnicrfm6m8T/6YXZ7wo3/mqllxN955+r/58yp8r9O9aidz2QPs843P1HNZTvvPVoWEHjbx0pA4/6PB4D6tCKuueJ3FbPPE8r46kGZK6OOeW/bLtOUk3lbjYYudc8324TRZPDjDnnO4cd6fGZI7RlKumqG71uvEeEoBSmLx8sjoe2lF93u+jTxZ+osvaXqahFw+N97AAGOac0/ot67U+f71a1W3FMXqBBFPsF+u+r+7TP6f9U5J0xuFnaPglw/d4kvNiv1jnDT1PoW0hfdzvY9VPq38gh2vKvLXz9MD/HtBHP38kSUoOJGvgsQM1uNPguB1azzmnC4ZfoDGZY/SXU/6i+zvdz6dlK5GiSJGGzBqiByc9qHX567Tx7o3RQwfd+cWdGjF/hAZ3Ghw9LOeO8y/uOMTM/vr1YQEBC7YVb1PTZ5pqW/E23XLiLWqQ1kD3T7xfG7ZuP7dgn9Z99FTXp9Q42DjOI0VFM2HpBPX9oK9ytuSoTrU6Gn7JcJ19xNnxHlaFU6kWTzzPqytptKSOkpqWWDyZJukRSdN+uWjEObd5H26XxZPd8H1fq1atUqNGjVjxNYi+dsWq7ReZX+i8oeepQ8MO+n719wp4AS24YYFa1W1Vbj8Dv4/7rl20tYu2ttH3wPhwwYe66uOrtLlwsxqmNdT7fd7XqY1PlbT9DVbf+dHF1XBBWCmBlP1+U522281YPUP3T7xfYzPHStp+KMLrj79e95x2zwFZnPpp/U86uMbB0Q/crQyvVO7WXB1T/5j9ul36xk9eYZ6+yfpG5zQ7J7rtrLfO0oSlE/Rar9c0sP1ASdK0rGnq+nZXtWvQTsfWP1bHNtj+p229tnu9f+9oOyt/lob+OFRv9X5LVZKrxHxeODC47+5qYc5CXTD8guheXTu0ObiNnu3xbJn2zIsX2h54K0IrdNGIizQze6aa1WqmBTcuKNW5dBJJZTvnyfBf/nTcscHzvGRJbSVNds7lxWlcJjnnlJ+fL0uHaMNO9LUrVm1956tqclV9v/p7SdLlx1zOwkkccN+1i7Z20dY2+h4YF7e+WG3rtdVF712kBesXqPN/O+tfXf+lqztcrQGjBqhOtTp68bwX5Xle9LAl+4u22x1/yPEa03+Mpq6YqsETBmvS8kl6Zvoz+mDBB1p661KlJKWooLhAd4+/W1WTq+rhLg9Hz2UxadkkrQitUNXkqqqWUk3Vkqvt9e+pSam77BUwZNYQ3fj5jerXtp/+2/u/krYfs708zo1E3/hJS03bZeFEkkb1HaV56+apWa2dh4abvWa28ovyNS1rmqZlTYtuD3gBHVn3SB3b4Fi1q98uuqhSr0Y9SdvbZm/M1oDPByhUENJJjU7SHSffcWAmh5jjvrurVnVbaf4N8zXyp5F6fOrjWh5argfOeEA3nHBDpdtjm7YHXuNgY00dOFW3jb1Ng44bxMJJOYrXvW+Qc26J53n/LrHtaEmepNme5zWSNOmXy62IywgBwKgeLXpo0pWTdP6w87WteJvu73R/vIcEAAASSKu6rTT9mum6+pOr9d7893TL2Fv0yJRHtC5/nVICKbrlpFvU+uDW8R6mWac1Pk0TB0zUV0u/0n0T7lOvlr2iiyR5hXl6ZvozkqRHz3w0ep0XZ7yoEfNHlPpnePJ0ceuL9X6f9yVtP9dVUaRIG7ZsUGGkkDd1DKtZpaZOOeyUXbYNOm6QujTpotlrZm//s3a2fsj+Qeu3rNeC9Qu0YP0CDZ238xDCDdMa6tTGp2r4RcOVnpquEReP0Ds/vqNbTrrlQE8HOKCSAknq06aP+rTpI9/55XaoOySGqslV9dL5L8V7GObEZfHEObdkN5tbS5ov6WZJOZKelfSypB57uh3P86pIKrnPZk1JikQiikQiOy6jQCAg3/d3WfHc0/ZAICDP8/a4fcftltwubd8lrTTbk5KS5JzbZfuOsexpe2nHvqftO/6+uzFW1jlZ7FTWOUUiEfm+H/2+hTlZ7FSWOe1o6/v+XudaljkdW/9YLb5psTYXbla9tHrRsdDpwM1px2V+fduVeU4WO5VlTtL2596S46/sc7LYiedcu53KOqdIJBL9OVbmVHIsFW1O1ZKq6d3e7+rEQ07U3ePv1rr8dapdrbbev+R9tardKno9nnNj16nL4V30zcBvFHE7Xz8nKUl3n3K3Cv1CBbxAdHvbg9sq94hcbSvepm3F27S1aKu2Fm/d/vfirdpatP3vTr/ch+QU0M7nxBManqDpV09X+wbto28Gluecfv3YbKmThTklB5LVqk4rtazdUpe2vjR6+bX5azVz9UzNWTtn+581c5SRm6HsvGxlhbKiz7tdjuiirs27StJv/g3oVHnntOPvv/69uTLPyWKnssxJKn3XyjIni50ScU5lEbcTxkuS53lO2nnOk19973BJSyTVcns4DpnneQ9KeuDX27///nulpaVJkoLBoBo2bKjs7GyFQqHoZerWrau6desqKytL+fn50e0NGjTQQQcdpCVLlqiwsDC6/dBDD1VaWpoWLVq0yz9206ZNlZycrIyMjF3G0KJFCxUXF2vp0qXRbYFAQC1btlReXp5WrlwZ3Z6amqojjjhCmzZt0po1a6Lba9SoocMOO0w5OTnKycmJbt/XOdWvX1+e5yk3N9fMnCx2KuucFi1apIKCAlWpUkWe55mYk8VOZZmTc04FBQVKT083MyeLnfZnTtWqVdPWrVtNzclip32dUzAY1IIFC6K/SFqYk8VOPOfa7VTWOe14Yda6dWuFQiETc5IqR6dZ62fpm83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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "plt.plot(x,y_,color='g',linestyle='-.',label=\"上海\")\n",
    "plt.plot(x,y_beijing,color='y',linestyle='-',label=\"北京\")\n",
    "\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "#使用字符串模板 \"11点{}分\"，其中 {} 是一个占位符。使用 .format(i) 方法将当前的 i 值插入到占位符 {} 的位置。\n",
    "y_ticks=range(40)\n",
    "\n",
    "plt.xticks(x[::5],x_ticks_label[::5])#每8隔5个\n",
    "#x[::5]：指定 x 轴上哪些位置需要显示刻度标签（每隔 5 个单位显示一次）。x_ticks_label[::5]：指定每个刻度位置对应的显示文本（每隔 5 个单位的标签）。\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "plt.grid(True,linestyle=\"--\",alpha=0.5)\n",
    "\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午温度变化\",fontsize=20)\n",
    "\n",
    "#plt.savefig(\"./picture/test.png\")#一定要在show之前保存，因为show之后，这个图像就被释放了\n",
    "\n",
    "plt.legend(loc=\"best\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#多坐标系实现绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(nrows=1,ncols=2,figsize=(20,8),dpi=100)\n",
    "\n",
    "axes[0].plot(x,y_,color='g',linestyle='-.',label=\"上海\")\n",
    "axes[1].plot(x,y_beijing,color='y',linestyle='-',label=\"北京\")\n",
    "\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "y_ticks=range(40)\n",
    "\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_label[::5])\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_label[::5])\n",
    "\n",
    "axes[0].grid(True,linestyle=\"--\",alpha=0.5)\n",
    "axes[1].grid(True,linestyle=\"--\",alpha=0.5)\n",
    "\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"中午温度变化\",fontsize=20)\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"中午温度变化\",fontsize=20)\n",
    "\n",
    "plt.savefig(\"./picture/test.png\")\n",
    "\n",
    "axes[0].legend(loc=\"best\")\n",
    "axes[1].legend(loc=\"best\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(-10,10,1000)\n",
    "y=np.sin(x)\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.plot(x,y)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 创建画布\n",
    "#### 绘制图像\n",
    "#### 显示图像"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
